GPT-5 Image vs Fugu Ultra v2
GPT-5 Image costs 3.0x less per output token than Fugu Ultra v2 ($10.00 vs $30.00 per million). Updated October 23, 2026; no benchmark has tested both models yet.
- Coding
- No data
- Overall
- No data
- Output $/M
- $10.00
- Coding
- No data
- Overall
- No data
- Output $/M
- $30.00
GPT-5 Image or Fugu Ultra v2: which to pick
Neither model has a coding score yet, so the two cannot be ranked on coding.
Pick GPT-5 Image for output tokens 3.0x cheaper ($10.00 vs $30.00 per million).
No benchmark has tested both yet. GPT-5 Image has results on Design Arena: images, Design Arena: graphic design and Design Arena: logos; Fugu Ultra v2 has none yet. Compare them on price and context instead.
Which one for your work
Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.
Coding
Vibe Coding Index, six public coding benchmarks
No call
Neither has a coding score yet.
One side not measured
Image generation
Design Arena: images
No call
Only GPT-5 Image has a Design Arena: images result, 1189.
Directional only
Long documents
Listed context window
Fugu Ultra v2
Fugu Ultra v2 takes 1M tokens against 400K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
GPT-5 Image
GPT-5 Image $0.015, Fugu Ultra v2 $0.020 per turn.
List prices
At a glance
- Coding index
- GPT-5 Image not benchmarked, Fugu Ultra v2 not benchmarked.
- Widest category
- None yet: no category has been tested on both models.
- Widest single gap
- None yet: no benchmark has tested both models.
- Output price
- GPT-5 Image $10.00 against Fugu Ultra v2 $30.00 per million output tokens, 3.0x apart.
- Context window
- GPT-5 Image takes 400K tokens, Fugu Ultra v2 1M.
Benchmark by benchmark
Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.
Image generationDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
| Benchmark | GPT-5 Image | Fugu Ultra v2 | Leader |
|---|---|---|---|
| Design Arena: images | 1189 | Not measured | Only GPT-5 Image measured |
| Design Arena: graphic design | 1172 | Not measured | Only GPT-5 Image measured |
| Design Arena: logos | 1202 | Not measured | Only GPT-5 Image measured |
| Neither model has a result on the other 2 boards here | |||
What each workload costs
Three fixed token mixes at each model's listed price, so per-token rates become a bill.
Chat turn
1K input + 500 output tokens
GPT-5 Image costs less
Repository review
50K input + 3K output tokens
Fugu Ultra v2 costs less
Agent loop
200K input + 10K output tokens
Fugu Ultra v2 costs less
Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.
Specification differences
The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.
| Specification | OpenAI GPT-5 Image | Sakana Fugu Ultra v2 |
|---|---|---|
| Maker | OpenAI | Sakana |
| Weights | No public weights listed | No public weights listed |
| Released | October 14, 2025 | September 11, 2026 |
| Context window | 400K | 1M |
| Input $/Mtok | $10.00 | $5.00 |
| Output $/Mtok | $10.00 | $30.00 |
| Coding index | Not benchmarked | Not benchmarked |
| Independent measurements behind it | 0 | 0 |
| Cost per solved task | Not computable | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is GPT-5 Image better than Fugu Ultra v2 for coding?
Neither model has a coding score yet, so the two cannot be ranked on coding. Pick GPT-5 Image for output tokens 3.0x cheaper ($10.00 vs $30.00 per million).
Which is cheaper, GPT-5 Image or Fugu Ultra v2?
GPT-5 Image costs $10.00 per million input tokens and $10.00 per million output tokens; Fugu Ultra v2 costs $5.00 and $30.00. Cost per solved task is known for neither of them.
Which has the bigger context window, GPT-5 Image or Fugu Ultra v2?
Fugu Ultra v2, with 1M tokens against 400K.
Has any benchmark tested both GPT-5 Image and Fugu Ultra v2?
No benchmark has tested both yet. GPT-5 Image has results on Design Arena: images, Design Arena: graphic design and Design Arena: logos; Fugu Ultra v2 has none yet. Compare them on price and context instead. Data as of October 23, 2026.